diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 4d69d80..087bdc4 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,18 +1,76 @@
+ci:
+  # autoupdate_schedule: quarterly
+  autofix_prs: false
+
 repos:
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v4.4.0
+    hooks:
+      - id: trailing-whitespace
+      - id: end-of-file-fixer
+      - id: check-docstring-first
+      - id: check-json
+      - id: check-yaml
+      - id: debug-statements
+      - id: mixed-line-ending
+
+  - repo: https://github.com/asottile/pyupgrade
+    rev: v3.3.1
+    hooks:
+      - id: pyupgrade
+        args:
+          - "--py38-plus"
+
+  - repo: https://github.com/psf/black
+    rev: 23.3.0
+    hooks:
+      - id: black
+
+  - repo: https://github.com/keewis/blackdoc
+    rev: v0.3.8
+    hooks:
+      - id: blackdoc
+
+  - repo: https://github.com/charliermarsh/ruff-pre-commit
+    rev: "v0.0.260"
+    hooks:
+      - id: ruff
+        args: ["--fix"]
+
+  - repo: https://github.com/pre-commit/mirrors-prettier
+    rev: v3.0.0-alpha.6
+    hooks:
+      - id: prettier
 
--   repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.2.0
+  - repo: https://github.com/kynan/nbstripout
+    rev: 0.6.1
     hooks:
-    - id: trailing-whitespace
-    - id: end-of-file-fixer
-    - id: check-docstring-first
-    - id: check-json
-    - id: check-yaml
-    - id: pretty-format-json
-      args: ["--autofix", "--indent=2", "--no-sort-keys"]
+      - id: nbstripout
+        args:
+          [
+            "--extra-keys",
+            "metadata.celltoolbar metadata.kernelspec",
+            "metadata.language_info.codemirror_mode.version",
+            "metadata.language_info.pygments_lexer",
+            "metadata.language_info.version",
+            "metadata.toc",
+            "metadata.notify_time",
+            "metadata.varInspector",
+            "cell.metadata.heading_collapsed",
+            "cell.metadata.hidden",
+            "cell.metadata.code_folding",
+            "cell.metadata.tags",
+            "cell.metadata.init_cell",
+          ]
 
--   repo: https://github.com/lorenzwalthert/precommit
-    rev: v0.3.0
+  - repo: https://github.com/nbQA-dev/nbQA
+    rev: 1.7.0
     hooks:
-    - id: style-files
-      args: [--style_pkg=styler, --style_fun=tidyverse_style]
+      - id: nbqa-ruff
+        args: ["--fix"]
+      - id: nbqa-isort
+        args: ["--profile=black"]
+        additional_dependencies: [isort==5.6.4]
+      - id: nbqa-black
+      - id: nbqa-pyupgrade
+        args: ["--py37-plus"]